He stared at the email, the words blurring before his eyes. It was a punch to the gut. *Unbelievable.* He’d been promised this. He’d earned it. He took in a shaky breath.

His hands clenched into fists, the nails digging into his palms. He ran a hand through his hair, tugging at the roots. His jaw was set, tight and unyielding.

He rose from his chair, unable to sit any longer. He found himself walking, pacing his small office, the frustration boiling inside him. He felt as though he would explode.

He grabbed his jacket and slammed the door behind him. The sound of it echoed, a hollow declaration of his internal turmoil.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290